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+o p r logn nh1+2m ! , whereξ i,m(x, c, η) =∂ m η πcw(yc)Kh(Yi, yc) −f [m](x, c, η),i= 1 · 1987

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Unsupervised Learning Under a General Semiparametric Clusterwise Elliptical Distribution: Efficient Estimation, Optimal Clustering, and Consistent Cluster Selection

stat.ME · 2026-04-09 · unverdicted · novelty 6.0

A general semiparametric clusterwise elliptical distribution model supports consistent cluster recovery via penalized weighted least squares, asymptotically efficient estimation through alternating pseudo-MLE, optimal clustering, and consistent selection of the number of clusters via a semiparametic

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Unsupervised Learning Under a General Semiparametric Clusterwise Elliptical Distribution: Efficient Estimation, Optimal Clustering, and Consistent Cluster Selection stat.ME · 2026-04-09 · unverdicted · none · ref 3
A general semiparametric clusterwise elliptical distribution model supports consistent cluster recovery via penalized weighted least squares, asymptotically efficient estimation through alternating pseudo-MLE, optimal clustering, and consistent selection of the number of clusters via a semiparametic

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